Abstract: Highlights•We introduce a challenging occlusion point cloud classification dataset ModelNet-O.•We propose a robust method, PointMLS, based on a multi-level sampling strategy.•We achieve SoTA results on the ModelNet-O and competitive results on regular datasets.
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